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- ArticleNovember 2024
Beyond Pixels: Semi-supervised Semantic Segmentation with a Multi-scale Patch-Based Multi-label Classifier
AbstractIncorporating pixel contextual information is critical for accurate segmentation. In this paper, we show that an effective way to incorporate contextual information is through a patch-based classifier. This patch classifier is trained to identify ...
- research-articleFebruary 2024
ReBack: recommending backports in social coding environments
Automated Software Engineering (KLU-AUSE), Volume 31, Issue 1https://doi.org/10.1007/s10515-024-00416-1AbstractPull-based development is widely used in popular social coding environments like GitHub and GitLab for both internal and external contributions. When critical bug fixes or features are committed to the main branch of a project, it is often ...
PAVUDI: Patch-based Vulnerability Discovery using Machine Learning
ACSAC '23: Proceedings of the 39th Annual Computer Security Applications ConferencePages 704–717https://doi.org/10.1145/3627106.3627188Machine learning has been increasingly adopted for automatic security vulnerability discovery in research and industry. The ability to automatically identify and prioritize bugs in patches is crucial to organizations seeking to defend against potential ...
- ArticleSeptember 2023
Patches Channel Attention for Human Sitting Posture Recognition
Artificial Neural Networks and Machine Learning – ICANN 2023Pages 358–370https://doi.org/10.1007/978-3-031-44204-9_30AbstractIndividuals frequently maintain poor posture for extended periods while engrossed in their work, leading to potential health risks. Consequently, there is a pressing need for a robust sitting recognition system capable of reminding users to ...
- research-articleJune 2022
Dynamic differential annealing-based anti-spoofing model for fingerprint detection using CNN
Neural Computing and Applications (NCAA), Volume 34, Issue 11Pages 8617–8633https://doi.org/10.1007/s00521-021-06758-1AbstractData security and privacy play a significant role in human life over the past few years. In the present digital era, advanced technologies utilize wide reliance and ubiquity to assist the counter theft system. Due to the enhanced crime rate, ...
- research-articleFebruary 2022
Patch-based 3D U-Net and transfer learning for longitudinal piglet brain segmentation on MRI
Computer Methods and Programs in Biomedicine (CBIO), Volume 214, Issue Chttps://doi.org/10.1016/j.cmpb.2021.106563Highlights- Piglet brain segmentation on MRI with patch-based 3D U-Net outperforms other solutions such as 2D deep learning or standard tools specific to the human brain ...
Background and Objectives:In order to study neural plasticity in immature brain following early brain lesion, large animal model are needed. Because of its morphological similarities with the human developmental brain, ...
- ArticleSeptember 2021
Patch vs. Global Image-Based Unsupervised Anomaly Detection in MR Brain Scans of Early Parkinsonian Patients
AbstractAlthough neural networks have proven very successful in a number of medical image analysis applications, their use remains difficult when targeting subtle tasks such as the identification of barely visible brain lesions, especially given the lack ...
- research-articleMay 2020
FixMiner: Mining relevant fix patterns for automated program repair
- Anil Koyuncu,
- Kui Liu,
- Tegawendé F. Bissyandé,
- Dongsun Kim,
- Jacques Klein,
- Martin Monperrus,
- Yves Le Traon
Empirical Software Engineering (KLU-EMSE), Volume 25, Issue 3Pages 1980–2024https://doi.org/10.1007/s10664-019-09780-zAbstractPatching is a common activity in software development. It is generally performed on a source code base to address bugs or add new functionalities. In this context, given the recurrence of bugs across projects, the associated similar patches can be ...
- ArticleApril 2020
Patch-Based Identification of Lexical Semantic Relations
AbstractThe identification of lexical semantic relations is of the utmost importance to enhance reasoning capacities of Natural Language Processing and Information Retrieval systems. Within this context, successful results have been achieved based on the ...
- research-articleOctober 2018
Big data analysis for brain tumor detection: Deep convolutional neural networks
Future Generation Computer Systems (FGCS), Volume 87, Issue CPages 290–297https://doi.org/10.1016/j.future.2018.04.065AbstractBrain tumor detection is an active area of research in brain image processing. In this work, a methodology is proposed to segment and classify the brain tumor using magnetic resonance images (MRI). Deep Neural Networks (DNN) based ...
Highlights- A new light-weight Deep Neural Networks approach for brain tumor segmentation.
- ...
- ArticleSeptember 2018
Joint PET+MRI Patch-Based Dictionary for Bayesian Random Field PET Reconstruction
Medical Image Computing and Computer Assisted Intervention – MICCAI 2018Pages 338–346https://doi.org/10.1007/978-3-030-00928-1_39AbstractMultimodal imaging combining positron emission tomography (PET) and magnetic resonance imaging (MRI) provides complementary information about metabolism and anatomy. While the appearances of MRI and PET images are distinctive, there are ...
- articleAugust 2017
Automatic repair of real bugs in java: a large-scale experiment on the defects4j dataset
Empirical Software Engineering (KLU-EMSE), Volume 22, Issue 4Pages 1936–1964https://doi.org/10.1007/s10664-016-9470-4Defects4J is a large, peer-reviewed, structured dataset of real-world Java bugs. Each bug in Defects4J comes with a test suite and at least one failing test case that triggers the bug. In this paper, we report on an experiment to explore the ...
- articleFebruary 2017
An empirical study of supplementary patches in open source projects
Empirical Software Engineering (KLU-EMSE), Volume 22, Issue 1Pages 436–473https://doi.org/10.1007/s10664-016-9432-xDevelopers occasionally make more than one patch to fix a bug. The related patches sometimes are intentionally separated, but unintended omission errors require supplementary patches. Several change recommendation systems have been suggested based on ...
- research-articleOctober 2015
Multi-scale mesh saliency with local adaptive patches for viewpoint selection
Image Communication (IMAG), Volume 38, Issue CPages 151–166https://doi.org/10.1016/j.image.2015.08.002Our visual attention is attracted by specific areas into 3D objects (represented by meshes). This visual attention depends on the degree of saliency exposed by these areas. In this paper, we propose a novel multi-scale approach for detecting salient ...
- articleJanuary 2013
A hardware friendly algorithm for action recognition using spatio-temporal motion-field patches
A VLSI-hardware-friendly action recognition algorithm using spatio-temporal motion-field patches has been developed. The system employs a hierarchical structure so that the robust recognition can be achieved gradually. At the lower level, motion fields ...
- articleApril 2012
Towards a theory of patches
Journal of Discrete Algorithms (JDISA), Volume 12Pages 61–73https://doi.org/10.1016/j.jda.2011.12.022Many applications have a need for indexing unstructured data. It turns out that a similar ad-hoc method is being used in many of them - that of considering small particles of the data. In this paper we formalize this concept as a tiling problem and ...
- ArticleNovember 2011
An Analysis of Gradual Patch Application: A Better Explanation of Patch Acceptance
IWSM-MENSURA '11: Proceedings of the 2011 Joint Conference of the 21st International Workshop on Software Measurement and the 6th International Conference on Software Process and Product MeasurementPages 106–115https://doi.org/10.1109/IWSM-MENSURA.2011.36Patch submission has been known as one of the most important activities to sustain the open source software (OSS). The patch archive can be analyzed to procure many benefit cognizance for supporting the OSS project works. The recent models and methods ...
- articleJuly 2011
A multiresolution remeshed Vortex-In-Cell algorithm using patches
Journal of Computational Physics (JOCP), Volume 230, Issue 17Pages 6742–6755https://doi.org/10.1016/j.jcp.2011.05.006We present a novel multiresolution Vortex-In-Cell algorithm using patches of varying resolution. The Poisson equation relating the fluid vorticity and velocity is solved using Fast Fourier Transforms subject to free space boundary conditions. Solid ...
- articleJune 2010
Generic patch inference
Automated Software Engineering (KLU-AUSE), Volume 17, Issue 2Pages 119–148https://doi.org/10.1007/s10515-010-0062-zA key issue in maintaining Linux device drivers is the need to keep them up to date with respect to evolutions in Linux internal libraries. Currently, there is little tool support for performing and documenting such changes.
In this paper we present a ...